Pandas Profiling Report

Dataset statistics

Number of variables	22
Number of observations	1000
Missing cells	500
Missing cells (%)	2.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	165.2 KiB
Average record size in memory	169.1 B

Variable types

Numeric	18
Categorical	3
Boolean	1

Alerts

`F3` is highly overall correlated with `F14`	High correlation
`F14` is highly overall correlated with `F1`	High correlation
`F19` is highly overall correlated with `F17`	High correlation
`F20` is highly overall correlated with `F19`	High correlation
`F21` is highly overall correlated with `Class`	High correlation
`Class` is highly overall correlated with `F21`	High correlation
`F1` is highly overall correlated with `F14`	High correlation
`F7` is highly overall correlated with `F15`	High correlation
`F15` is highly overall correlated with `F7`	High correlation
`F17` is highly overall correlated with `F19`	High correlation
`F21` has 500 (50.0%) missing values	Missing
`F17` is highly skewed (γ1 = 30.53867041)	Skewed

Reproduction

Analysis started	2023-01-11 12:08:24.021141
Analysis finished	2023-01-11 12:08:42.291091
Duration	18.27 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

F1
Real number (ℝ)

Distinct	946
Distinct (%)	94.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0678728

Minimum	0.1122
Maximum	4.602
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.1122
5-th percentile	0.156144
Q1	0.396475
median	0.7837
Q3	1.46425
95-th percentile	2.9751
Maximum	4.602
Range	4.4898
Interquartile range (IQR)	1.067775

Descriptive statistics

Standard deviation	0.90276259
Coefficient of variation (CV)	0.84538405
Kurtosis	1.6609954
Mean	1.0678728
Median Absolute Deviation (MAD)	0.4608
Skewness	1.4095306
Sum	1067.8727
Variance	0.81498029
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.151	3	0.3%
1.153	3	0.3%
0.2654	3	0.3%
1.646	2	0.2%
0.2618	2	0.2%
1.192	2	0.2%
0.9378	2	0.2%
1.473	2	0.2%
1.344	2	0.2%
0.4813	2	0.2%
Other values (936)	977	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1122	1	0.1%
0.11465	1	0.1%
0.11515	1	0.1%
0.11567	1	0.1%
0.11749	1	0.1%
0.11826	1	0.1%
0.11895	1	0.1%
0.1212	1	0.1%
0.12129	1	0.1%
0.12363	1	0.1%

Value	Count	Frequency (%)
4.602	1	0.1%
4.5	1	0.1%
4.461	1	0.1%
4.348	1	0.1%
4.325	1	0.1%
4.27	1	0.1%
4.17	1	0.1%
4.08	2	0.2%
3.93	1	0.1%
3.891	1	0.1%

F2
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

1	507
0	493

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	507	50.7%
0	493	49.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	507	50.7%
0	493	49.3%

Most occurring characters

Value	Count	Frequency (%)
1	507	50.7%
0	493	49.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	507	50.7%
0	493	49.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	1000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	507	50.7%
0	493	49.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	507	50.7%
0	493	49.3%

F3
Real number (ℝ)

Distinct	976
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-5361.8321

Minimum	-15323.44
Maximum	2722.56
Zeros	0
Zeros (%)	0.0%
Negative	998
Negative (%)	99.8%
Memory size	7.9 KiB

Quantile statistics

Minimum	-15323.44
5-th percentile	-8067.74
Q1	-5523.54
median	-4984.54
Q3	-4731.1335
95-th percentile	-4128.3
Maximum	2722.56
Range	18046
Interquartile range (IQR)	792.4065

Descriptive statistics

Standard deviation	1494.9417
Coefficient of variation (CV)	-0.27881173
Kurtosis	12.349799
Mean	-5361.8321
Median Absolute Deviation (MAD)	323.87
Skewness	-2.4744724
Sum	-5361832.1
Variance	2234850.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-4988.84	4	0.4%
-5069.24	4	0.4%
-5272.84	2	0.2%
-5217.24	2	0.2%
-7271.44	2	0.2%
-6384.84	2	0.2%
-5021.44	2	0.2%
-4323.24	2	0.2%
-6997.44	2	0.2%
-5249.04	2	0.2%
Other values (966)	976	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-15323.44	1	0.1%
-15023.44	1	0.1%
-14847.44	1	0.1%
-14219.44	1	0.1%
-13353.44	1	0.1%
-13057.44	1	0.1%
-12909.44	1	0.1%
-12531.44	1	0.1%
-12337.44	1	0.1%
-12285.44	1	0.1%

Value	Count	Frequency (%)
2722.56	1	0.1%
890.56	1	0.1%
-1359.44	1	0.1%
-1585.44	1	0.1%
-1835.44	1	0.1%
-2091.44	1	0.1%
-2245.44	1	0.1%
-2327.44	1	0.1%
-2335.44	1	0.1%
-2399.44	1	0.1%

F4
Real number (ℝ)

Distinct	948
Distinct (%)	94.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-13.23004

Minimum	-23.889
Maximum	-10.53387
Zeros	0
Zeros (%)	0.0%
Negative	1000
Negative (%)	100.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	-23.889
5-th percentile	-18.444
Q1	-14.325
median	-12.41625
Q3	-11.337
95-th percentile	-10.672717
Maximum	-10.53387
Range	13.35513
Interquartile range (IQR)	2.988

Descriptive statistics

Standard deviation	2.5603688
Coefficient of variation (CV)	-0.19352691
Kurtosis	2.3902351
Mean	-13.23004
Median Absolute Deviation (MAD)	1.3215
Skewness	-1.5342713
Sum	-13230.04
Variance	6.5554884
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-14.787	3	0.3%
-15.927	3	0.3%
-14.529	3	0.3%
-10.965	3	0.3%
-13.65	2	0.2%
-10.872	2	0.2%
-14.373	2	0.2%
-11.8536	2	0.2%
-13.965	2	0.2%
-11.1288	2	0.2%
Other values (938)	976	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-23.889	1	0.1%
-23.691	1	0.1%
-23.568	1	0.1%
-23.487	1	0.1%
-23.433	1	0.1%
-23.235	1	0.1%
-23.232	1	0.1%
-23.037	1	0.1%
-22.902	1	0.1%
-22.575	1	0.1%

Value	Count	Frequency (%)
-10.53387	1	0.1%
-10.53735	1	0.1%
-10.53819	1	0.1%
-10.54122	1	0.1%
-10.54329	1	0.1%
-10.54947	1	0.1%
-10.55025	1	0.1%
-10.55253	1	0.1%
-10.5558	1	0.1%
-10.55643	1	0.1%

F5
Real number (ℝ)

Distinct	943
Distinct (%)	94.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-6.3137924

Minimum	-14.613
Maximum	-3.9917757
Zeros	0
Zeros (%)	0.0%
Negative	1000
Negative (%)	100.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	-14.613
5-th percentile	-9.7902
Q1	-7.4535
median	-5.91225
Q3	-4.8531
95-th percentile	-4.163331
Maximum	-3.9917757
Range	10.621224
Interquartile range (IQR)	2.6004

Descriptive statistics

Standard deviation	1.8425346
Coefficient of variation (CV)	-0.29182691
Kurtosis	1.0654666
Mean	-6.3137924
Median Absolute Deviation (MAD)	1.20495
Skewness	-1.0667962
Sum	-6313.7924
Variance	3.3949336
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-7.26	3	0.3%
-7.662	3	0.3%
-8.226	3	0.3%
-8.025	3	0.3%
-7.161	2	0.2%
-8.079	2	0.2%
-6.6189	2	0.2%
-9.087	2	0.2%
-5.3856	2	0.2%
-5.5662	2	0.2%
Other values (933)	976	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-14.613	1	0.1%
-13.956	1	0.1%
-13.563	1	0.1%
-12.867	1	0.1%
-12.822	1	0.1%
-12.609	1	0.1%
-12.507	1	0.1%
-12.09	1	0.1%
-11.988	1	0.1%
-11.955	1	0.1%

Value	Count	Frequency (%)
-3.9917757	1	0.1%
-3.994527	1	0.1%
-3.999396	1	0.1%
-3.999717	1	0.1%
-4.000272	1	0.1%
-4.009545	1	0.1%
-4.010214	1	0.1%
-4.013655	1	0.1%
-4.02087	1	0.1%
-4.0212	1	0.1%

F6
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

0	519
1	481

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	519	51.9%
1	481	48.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	519	51.9%
1	481	48.1%

Most occurring characters

Value	Count	Frequency (%)
0	519	51.9%
1	481	48.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	519	51.9%
1	481	48.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	1000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	519	51.9%
1	481	48.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	519	51.9%
1	481	48.1%

F7
Real number (ℝ)

Distinct	942
Distinct (%)	94.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.8905323

Minimum	3.94276
Maximum	12.744
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	3.94276
5-th percentile	4.04499
Q1	4.48715
median	5.3096
Q3	6.8565
95-th percentile	9.5979
Maximum	12.744
Range	8.80124
Interquartile range (IQR)	2.36935

Descriptive statistics

Standard deviation	1.7998375
Coefficient of variation (CV)	0.30554752
Kurtosis	1.4417542
Mean	5.8905323
Median Absolute Deviation (MAD)	1.0191
Skewness	1.3092064
Sum	5890.5323
Variance	3.2394151
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.08	3	0.3%
6.28	3	0.3%
6.448	3	0.3%
4.5462	3	0.3%
4.2888	2	0.2%
4.0912	2	0.2%
6.746	2	0.2%
6.106	2	0.2%
8.568	2	0.2%
7.876	2	0.2%
Other values (932)	976	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.94276	1	0.1%
3.94416	1	0.1%
3.94542	1	0.1%
3.94728	1	0.1%
3.94908	1	0.1%
3.94918	1	0.1%
3.9494	1	0.1%
3.95082	1	0.1%
3.95128	1	0.1%
3.95256	1	0.1%

Value	Count	Frequency (%)
12.744	1	0.1%
12.61	1	0.1%
12.51	1	0.1%
12.49	1	0.1%
12.358	1	0.1%
12.324	1	0.1%
12.208	1	0.1%
12.186	1	0.1%
12.05	1	0.1%
12.004	1	0.1%

F8
Real number (ℝ)

Distinct	982
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-14.141708

Minimum	-29.85
Maximum	5.03
Zeros	0
Zeros (%)	0.0%
Negative	997
Negative (%)	99.7%
Memory size	7.9 KiB

Quantile statistics

Minimum	-29.85
5-th percentile	-22.0077
Q1	-17.20975
median	-14.18005
Q3	-11.06675
95-th percentile	-6.03645
Maximum	5.03
Range	34.88
Interquartile range (IQR)	6.143

Descriptive statistics

Standard deviation	4.8616413
Coefficient of variation (CV)	-0.34378034
Kurtosis	0.35140073
Mean	-14.141708
Median Absolute Deviation (MAD)	3.09905
Skewness	0.03887489
Sum	-14141.708
Variance	23.635557
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-12.712	3	0.3%
-17.11	2	0.2%
-15.238	2	0.2%
-13.7385	2	0.2%
-12.875	2	0.2%
-15.15	2	0.2%
-16.837	2	0.2%
-16.677	2	0.2%
-11.533	2	0.2%
-12.927	2	0.2%
Other values (972)	979	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-29.85	1	0.1%
-29.34	1	0.1%
-28.87	1	0.1%
-28.85	1	0.1%
-27.87	1	0.1%
-26.85	1	0.1%
-26.82	1	0.1%
-26.21	1	0.1%
-26.2	1	0.1%
-26.08	2	0.2%

Value	Count	Frequency (%)
5.03	1	0.1%
1.86	1	0.1%
0.14	1	0.1%
-0.11	1	0.1%
-0.29	1	0.1%
-1.41	1	0.1%
-1.79	1	0.1%
-1.9	1	0.1%
-2.15	1	0.1%
-2.64	1	0.1%

F9
Real number (ℝ)

Distinct	947
Distinct (%)	94.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-20.424599

Minimum	-163.68
Maximum	-0.124656
Zeros	0
Zeros (%)	0.0%
Negative	1000
Negative (%)	100.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	-163.68
5-th percentile	-63.872
Q1	-26.025
median	-14.284
Q3	-6.504
95-th percentile	-1.32328
Maximum	-0.124656
Range	163.55534
Interquartile range (IQR)	19.521

Descriptive statistics

Standard deviation	20.571395
Coefficient of variation (CV)	-1.0071872
Kurtosis	6.6137612
Mean	-20.424599
Median Absolute Deviation (MAD)	9.318
Skewness	-2.1498379
Sum	-20424.599
Variance	423.18229
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-25.2	5	0.5%
-24.24	3	0.3%
-25.84	3	0.3%
-15.322	3	0.3%
-23.88	2	0.2%
-28.1	2	0.2%
-17.442	2	0.2%
-10.924	2	0.2%
-14.478	2	0.2%
-24.72	2	0.2%
Other values (937)	974	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-163.68	1	0.1%
-140.78	1	0.1%
-126.76	1	0.1%
-115.58	1	0.1%
-114.9	1	0.1%
-112.76	1	0.1%
-111.42	1	0.1%
-103.92	1	0.1%
-103.3	1	0.1%
-99.8	1	0.1%

Value	Count	Frequency (%)
-0.124656	1	0.1%
-0.135354	1	0.1%
-0.17516	1	0.1%
-0.19198	1	0.1%
-0.26496	1	0.1%
-0.26816	1	0.1%
-0.29188	1	0.1%
-0.29382	1	0.1%
-0.30424	1	0.1%
-0.30542	1	0.1%

F10
Real number (ℝ)

Distinct	951
Distinct (%)	95.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.9386083

Minimum	3.00299
Maximum	7.555
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	3.00299
5-th percentile	3.0468325
Q1	3.261825
median	3.65725
Q3	4.307
95-th percentile	5.9086
Maximum	7.555
Range	4.55201
Interquartile range (IQR)	1.045175

Descriptive statistics

Standard deviation	0.9012037
Coefficient of variation (CV)	0.22881273
Kurtosis	2.0990515
Mean	3.9386083
Median Absolute Deviation (MAD)	0.4696
Skewness	1.4966614
Sum	3938.6083
Variance	0.81216811
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.224	3	0.3%
4.113	3	0.3%
3.2331	2	0.2%
3.8586	2	0.2%
3.4945	2	0.2%
4.089	2	0.2%
3.209	2	0.2%
4.339	2	0.2%
3.3572	2	0.2%
4.018	2	0.2%
Other values (941)	978	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.00299	1	0.1%
3.00491	1	0.1%
3.005	1	0.1%
3.00724	1	0.1%
3.00748	1	0.1%
3.01129	1	0.1%
3.01196	1	0.1%
3.0128	1	0.1%
3.01329	1	0.1%
3.01336	1	0.1%

Value	Count	Frequency (%)
7.555	1	0.1%
7.538	1	0.1%
7.514	1	0.1%
7.363	1	0.1%
7.315	1	0.1%
7.279	1	0.1%
7.27	1	0.1%
7.089	1	0.1%
7.073	1	0.1%
7.052	1	0.1%

F11
Real number (ℝ)

Distinct	983
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2659.1237

Minimum	-5806.3
Maximum	2905.7
Zeros	0
Zeros (%)	0.0%
Negative	993
Negative (%)	99.3%
Memory size	7.9 KiB

Quantile statistics

Minimum	-5806.3
5-th percentile	-3065.325
Q1	-2864.15
median	-2778.455
Q3	-2623.3
95-th percentile	-1865.625
Maximum	2905.7
Range	8712
Interquartile range (IQR)	240.85

Descriptive statistics

Standard deviation	529.0181
Coefficient of variation (CV)	-0.19894453
Kurtosis	25.70332
Mean	-2659.1237
Median Absolute Deviation (MAD)	106.205
Skewness	3.536176
Sum	-2659123.7
Variance	279860.16
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-2598.6	3	0.3%
-2668.2	2	0.2%
-2539.8	2	0.2%
-2781.19	2	0.2%
-2550.7	2	0.2%
-2479.3	2	0.2%
-2718.9	2	0.2%
-2726.3	2	0.2%
-2804.62	2	0.2%
-2702.6	2	0.2%
Other values (973)	979	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5806.3	1	0.1%
-4614.3	1	0.1%
-4180.3	1	0.1%
-3947.3	1	0.1%
-3929.3	1	0.1%
-3831.4	1	0.1%
-3755	1	0.1%
-3494.4	1	0.1%
-3471.4	1	0.1%
-3459.2	1	0.1%

Value	Count	Frequency (%)
2905.7	1	0.1%
1545.7	1	0.1%
949.7	1	0.1%
840.7	1	0.1%
192.7	1	0.1%
189.7	1	0.1%
150.7	1	0.1%
-80.3	1	0.1%
-377.3	1	0.1%
-387.3	1	0.1%

F12
Real number (ℝ)

Distinct	955
Distinct (%)	95.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3.6219168

Minimum	-10.616
Maximum	-1.64424
Zeros	0
Zeros (%)	0.0%
Negative	1000
Negative (%)	100.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	-10.616
5-th percentile	-7.4402
Q1	-4.447
median	-3.0645
Q3	-2.2349
95-th percentile	-1.74116
Maximum	-1.64424
Range	8.97176
Interquartile range (IQR)	2.2121

Descriptive statistics

Standard deviation	1.8055531
Coefficient of variation (CV)	-0.49850761
Kurtosis	1.4796005
Mean	-3.6219168
Median Absolute Deviation (MAD)	1.0067
Skewness	-1.3276826
Sum	-3621.9168
Variance	3.2600219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-4.524	3	0.3%
-6.184	3	0.3%
-3.912	3	0.3%
-3.612	3	0.3%
-1.8292	2	0.2%
-3.586	2	0.2%
-6.27	2	0.2%
-3.998	2	0.2%
-2.1162	2	0.2%
-2.684	2	0.2%
Other values (945)	976	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-10.616	1	0.1%
-10.406	1	0.1%
-10.382	1	0.1%
-10.218	1	0.1%
-10.024	1	0.1%
-9.978	1	0.1%
-9.714	1	0.1%
-9.66	1	0.1%
-9.522	1	0.1%
-9.516	1	0.1%

Value	Count	Frequency (%)
-1.64424	1	0.1%
-1.65018	1	0.1%
-1.6528	1	0.1%
-1.65436	1	0.1%
-1.65552	1	0.1%
-1.65566	1	0.1%
-1.65616	1	0.1%
-1.65618	1	0.1%
-1.65758	1	0.1%
-1.65838	1	0.1%

F13
Real number (ℝ)

Distinct	973
Distinct (%)	97.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.2442636

Minimum	5.760001
Maximum	11.578
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	5.760001
5-th percentile	5.7613589
Q1	5.803685
median	5.9936
Q3	6.399525
95-th percentile	7.7048
Maximum	11.578
Range	5.817999
Interquartile range (IQR)	0.59584

Descriptive statistics

Standard deviation	0.67193766
Coefficient of variation (CV)	0.10760879
Kurtosis	9.9887095
Mean	6.2442636
Median Absolute Deviation (MAD)	0.21622
Skewness	2.6438452
Sum	6244.2636
Variance	0.45150022
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.9437	2	0.2%
6.777	2	0.2%
5.9817	2	0.2%
5.7600642	2	0.2%
6.2193	2	0.2%
6.899	2	0.2%
6.4308	2	0.2%
6.3841	2	0.2%
5.8716	2	0.2%
6.0562	2	0.2%
Other values (963)	980	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.760001	1	0.1%
5.7600044	1	0.1%
5.7600053	1	0.1%
5.7600067	1	0.1%
5.7600085	1	0.1%
5.7600161	1	0.1%
5.760025	1	0.1%
5.7600319	1	0.1%
5.7600322	1	0.1%
5.7600374	1	0.1%

Value	Count	Frequency (%)
11.578	1	0.1%
10.269	1	0.1%
10.251	1	0.1%
10.206	1	0.1%
9.91	1	0.1%
9.226	1	0.1%
8.914	1	0.1%
8.9	1	0.1%
8.783	1	0.1%
8.742	1	0.1%

F14
Real number (ℝ)

Distinct	980
Distinct (%)	98.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-11630.294

Minimum	-23402.76
Maximum	-1190.76
Zeros	0
Zeros (%)	0.0%
Negative	1000
Negative (%)	100.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	-23402.76
5-th percentile	-13619.235
Q1	-12032.46
median	-11597.426
Q3	-11223.66
95-th percentile	-9447.15
Maximum	-1190.76
Range	22212
Interquartile range (IQR)	808.8

Descriptive statistics

Standard deviation	1534.7472
Coefficient of variation (CV)	-0.13196117
Kurtosis	13.581602
Mean	-11630.294
Median Absolute Deviation (MAD)	412.8
Skewness	-0.81036306
Sum	-11630294
Variance	2355448.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-11315.46	2	0.2%
-11722.95	2	0.2%
-12073.86	2	0.2%
-11940.66	2	0.2%
-11116.56	2	0.2%
-11922.36	2	0.2%
-11254.86	2	0.2%
-11022.36	2	0.2%
-11454.45	2	0.2%
-11922.06	2	0.2%
Other values (970)	980	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-23402.76	1	0.1%
-21608.76	1	0.1%
-20276.76	1	0.1%
-19868.76	1	0.1%
-19355.76	1	0.1%
-19091.76	1	0.1%
-18677.76	1	0.1%
-18629.76	1	0.1%
-17984.76	1	0.1%
-17942.76	1	0.1%

Value	Count	Frequency (%)
-1190.76	1	0.1%
-3461.76	1	0.1%
-3857.76	1	0.1%
-5834.76	1	0.1%
-5891.76	1	0.1%
-5894.76	1	0.1%
-6728.76	1	0.1%
-6836.76	1	0.1%
-6854.76	1	0.1%
-6908.76	1	0.1%

F15
Real number (ℝ)

Distinct	973
Distinct (%)	97.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24105.732

Minimum	10433.64
Maximum	47423.64
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	10433.64
5-th percentile	21162.75
Q1	22905.3
median	23486.04
Q3	24446.265
95-th percentile	29468.79
Maximum	47423.64
Range	36990
Interquartile range (IQR)	1540.965

Descriptive statistics

Standard deviation	3111.5335
Coefficient of variation (CV)	0.12907857
Kurtosis	12.543579
Mean	24105.732
Median Absolute Deviation (MAD)	692.85
Skewness	2.4183072
Sum	24105732
Variance	9681640.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25301.04	2	0.2%
23980.74	2	0.2%
22602.24	2	0.2%
24586.14	2	0.2%
23801.64	2	0.2%
22602.54	2	0.2%
24220.14	2	0.2%
23778.54	2	0.2%
23756.94	2	0.2%
23674.44	2	0.2%
Other values (963)	980	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10433.64	1	0.1%
13034.64	1	0.1%
13115.64	1	0.1%
14885.64	1	0.1%
15419.64	1	0.1%
15746.64	1	0.1%
15818.64	1	0.1%
16157.64	1	0.1%
17105.64	1	0.1%
17450.64	1	0.1%

Value	Count	Frequency (%)
47423.64	1	0.1%
44315.64	1	0.1%
42413.64	1	0.1%
42044.64	1	0.1%
40586.64	1	0.1%
39917.64	1	0.1%
39707.64	1	0.1%
39668.64	1	0.1%
39062.64	1	0.1%
38726.64	1	0.1%

F16
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

-1.4	529
-0.4	471

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	4000
Distinct characters	5
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-0.4
2nd row	-0.4
3rd row	-1.4
4th row	-1.4
5th row	-1.4

Common Values

Value	Count	Frequency (%)
-1.4	529	52.9%
-0.4	471	47.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.4	529	52.9%
0.4	471	47.1%

Most occurring characters

Value	Count	Frequency (%)
-	1000	25.0%
.	1000	25.0%
4	1000	25.0%
1	529	13.2%
0	471	11.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2000	50.0%
Dash Punctuation	1000	25.0%
Other Punctuation	1000	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	1000	50.0%
1	529	26.5%
0	471	23.5%

Dash Punctuation

Value	Count	Frequency (%)
-	1000	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	1000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
-	1000	25.0%
.	1000	25.0%
4	1000	25.0%
1	529	13.2%
0	471	11.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
-	1000	25.0%
.	1000	25.0%
4	1000	25.0%
1	529	13.2%
0	471	11.8%

F17
Real number (ℝ)

HIGH CORRELATION
SKEWED

Distinct	975
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	103949.54

Minimum	96416.66
Maximum	209390.66
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	96416.66
5-th percentile	103622.22
Q1	103814.59
median	103852.23
Q3	103890.88
95-th percentile	104078.76
Maximum	209390.66
Range	112974
Interquartile range (IQR)	76.29

Descriptive statistics

Standard deviation	3376.4596
Coefficient of variation (CV)	0.032481717
Kurtosis	954.76301
Mean	103949.54
Median Absolute Deviation (MAD)	37.92
Skewness	30.53867
Sum	1.0394954 × 10⁸
Variance	11400479
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
103819.8	2	0.2%
103783.54	2	0.2%
103876	2	0.2%
103858.85	2	0.2%
103908.48	2	0.2%
103837.67	2	0.2%
103866.4	2	0.2%
103853.02	2	0.2%
103817.44	2	0.2%
103853.07	2	0.2%
Other values (965)	980	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
96416.66	1	0.1%
99104.66	1	0.1%
99630.66	1	0.1%
100772.66	1	0.1%
101152.66	1	0.1%
101370.66	1	0.1%
101646.66	1	0.1%
101804.66	1	0.1%
101855.46	1	0.1%
102138.26	1	0.1%

Value	Count	Frequency (%)
209390.66	1	0.1%
110796.66	1	0.1%
108806.66	1	0.1%
106152.66	1	0.1%
105849.46	1	0.1%
105659.06	1	0.1%
105598.86	1	0.1%
105554.46	1	0.1%
105517.26	1	0.1%
105382.06	1	0.1%

F18
Real number (ℝ)

Distinct	936
Distinct (%)	93.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.9887168

Minimum	2.14444
Maximum	11.17
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	2.14444
5-th percentile	2.25049
Q1	2.68665
median	3.4781
Q3	4.759
95-th percentile	7.7287
Maximum	11.17
Range	9.02556
Interquartile range (IQR)	2.07235

Descriptive statistics

Standard deviation	1.7393566
Coefficient of variation (CV)	0.4360692
Kurtosis	2.165915
Mean	3.9887168
Median Absolute Deviation (MAD)	0.942
Skewness	1.483233
Sum	3988.7168
Variance	3.0253613
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.426	3	0.3%
6.328	3	0.3%
5.09	3	0.3%
3.5846	2	0.2%
3.6872	2	0.2%
4.246	2	0.2%
2.19976	2	0.2%
4.456	2	0.2%
3.1518	2	0.2%
7.728	2	0.2%
Other values (926)	977	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.14444	1	0.1%
2.14674	1	0.1%
2.14974	1	0.1%
2.15266	1	0.1%
2.15268	1	0.1%
2.1534	1	0.1%
2.15378	1	0.1%
2.15492	1	0.1%
2.1561	1	0.1%
2.15786	1	0.1%

Value	Count	Frequency (%)
11.17	1	0.1%
10.994	1	0.1%
10.928	1	0.1%
10.716	1	0.1%
10.71	1	0.1%
10.556	1	0.1%
10.476	1	0.1%
10.246	1	0.1%
10.166	1	0.1%
9.88	1	0.1%

F19
Real number (ℝ)

Distinct	979
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1451.0536

Minimum	-139.08
Maximum	3091.92
Zeros	0
Zeros (%)	0.0%
Negative	4
Negative (%)	0.4%
Memory size	7.9 KiB

Quantile statistics

Minimum	-139.08
5-th percentile	1046.61
Q1	1437.5825
median	1504.89
Q3	1537.9612
95-th percentile	1674.115
Maximum	3091.92
Range	3231
Interquartile range (IQR)	100.37875

Descriptive statistics

Standard deviation	246.53872
Coefficient of variation (CV)	0.16990325
Kurtosis	15.54994
Mean	1451.0536
Median Absolute Deviation (MAD)	44.985
Skewness	-2.2939132
Sum	1451053.6
Variance	60781.339
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1354.72	3	0.3%
1482.68	3	0.3%
1550.6	2	0.2%
1251.52	2	0.2%
1504.89	2	0.2%
1515.22	2	0.2%
1521.88	2	0.2%
1524.915	2	0.2%
1513.84	2	0.2%
1400.42	2	0.2%
Other values (969)	978	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-139.08	1	0.1%
-114.08	1	0.1%
-113.08	1	0.1%
-50.08	1	0.1%
110.92	1	0.1%
179.92	1	0.1%
183.92	1	0.1%
195.92	1	0.1%
208.92	1	0.1%
238.92	1	0.1%

Value	Count	Frequency (%)
3091.92	1	0.1%
2942.92	1	0.1%
2298.92	1	0.1%
2271.82	1	0.1%
2078.32	1	0.1%
1947.52	1	0.1%
1918.92	1	0.1%
1869.92	1	0.1%
1838.02	1	0.1%
1833.42	1	0.1%

F20
Real number (ℝ)

Distinct	974
Distinct (%)	97.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3933.397

Minimum	-11393.48
Maximum	5696.52
Zeros	0
Zeros (%)	0.0%
Negative	978
Negative (%)	97.8%
Memory size	7.9 KiB

Quantile statistics

Minimum	-11393.48
5-th percentile	-5350.07
Q1	-4495.635
median	-4210.1
Q3	-3746.73
95-th percentile	-1446.18
Maximum	5696.52
Range	17090
Interquartile range (IQR)	748.905

Descriptive statistics

Standard deviation	1405.7817
Coefficient of variation (CV)	-0.35739635
Kurtosis	12.424351
Mean	-3933.397
Median Absolute Deviation (MAD)	337.85
Skewness	2.2627157
Sum	-3933397
Variance	1976222.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-4122.08	2	0.2%
-4557.68	2	0.2%
-3948.88	2	0.2%
-4040.28	2	0.2%
-3957.68	2	0.2%
-3852.68	2	0.2%
-3926.28	2	0.2%
-3483.08	2	0.2%
-4460.48	2	0.2%
-4010.48	2	0.2%
Other values (964)	980	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-11393.48	1	0.1%
-9539.48	1	0.1%
-8561.48	1	0.1%
-8507.48	1	0.1%
-7415.48	1	0.1%
-7355.48	1	0.1%
-7245.48	1	0.1%
-7065.48	1	0.1%
-6973.48	1	0.1%
-6893.48	1	0.1%

Value	Count	Frequency (%)
5696.52	1	0.1%
5620.52	1	0.1%
5252.52	1	0.1%
5134.52	1	0.1%
3600.52	1	0.1%
2886.52	1	0.1%
2702.52	1	0.1%
2170.52	1	0.1%
2144.52	1	0.1%
2068.52	1	0.1%

F21
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	294
Distinct (%)	58.8%
Missing	500
Missing (%)	50.0%
Infinite	0
Infinite (%)	0.0%
Mean	-44.65056

Minimum	-54.96
Maximum	-34.53
Zeros	0
Zeros (%)	0.0%
Negative	500
Negative (%)	50.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	-54.96
5-th percentile	-50.0145
Q1	-46.875
median	-44.505
Q3	-42.45
95-th percentile	-39.411
Maximum	-34.53
Range	20.43
Interquartile range (IQR)	4.425

Descriptive statistics

Standard deviation	3.188244
Coefficient of variation (CV)	-0.071404344
Kurtosis	-0.16792998
Mean	-44.65056
Median Absolute Deviation (MAD)	2.175
Skewness	-0.05826932
Sum	-22325.28
Variance	10.164899
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-45.15	8	0.8%
-43.41	6	0.6%
-44.04	5	0.5%
-44.1	5	0.5%
-44.46	4	0.4%
-45.39	4	0.4%
-42.09	4	0.4%
-48.27	4	0.4%
-46.11	4	0.4%
-45.57	4	0.4%
Other values (284)	452	45.2%
(Missing)	500	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-54.96	1	0.1%
-53.19	1	0.1%
-52.98	1	0.1%
-52.89	1	0.1%
-51.75	1	0.1%
-51.66	1	0.1%
-51.57	1	0.1%
-51.54	1	0.1%
-51.42	1	0.1%
-51.12	1	0.1%

Value	Count	Frequency (%)
-34.53	1	0.1%
-37.2	1	0.1%
-37.59	1	0.1%
-37.62	1	0.1%
-37.65	1	0.1%
-37.86	2	0.2%
-38.16	1	0.1%
-38.22	1	0.1%
-38.4	1	0.1%
-38.49	1	0.1%

Class
Boolean

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

True	506
False	494

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	506	50.6%
False	494	49.4%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	F1	F2	F3	F4	F5	F6	F7	F8	F9	F10	F11	F12	F13	F14	F15	F16	F17	F18	F19	F20	F21	Class
0	1.6430	0	-4894.24	-13.0281	-4.793400	0	5.1270	-17.1100	-63.340	3.61690	-2671.50	-2.36000	5.783440	-11315.46	22912.53	-0.4	103811.34	5.43800	1747.920	-4879.68	-41.58	False
1	0.5310	0	-5085.44	-16.2210	-3.991776	0	4.6256	-4.5800	-10.314	3.64880	-2826.59	-5.96800	8.180000	-12852.96	25696.44	-0.4	103884.02	5.09600	1496.080	-4186.38	-45.96	True
2	0.2640	0	-7021.44	-11.7591	-6.161700	0	4.3628	-14.7118	-6.806	3.62830	-2490.50	-3.39140	5.760312	-11012.16	20232.84	-1.4	103987.08	2.36520	1523.412	-4067.28	NaN	False
3	0.3196	1	-4648.76	-11.8110	-4.217700	0	8.9380	-7.5360	-4.670	3.01503	-2472.00	-2.67960	6.437100	-10297.86	23592.84	-1.4	103842.08	4.40800	1506.810	1352.52	NaN	True
4	4.0800	0	-4877.20	-11.2635	-8.061000	1	6.2800	-14.5805	-45.920	3.60030	-2405.50	-5.00600	6.393200	-11527.38	24778.74	-1.4	103842.48	3.13340	1581.790	-5095.88	-45.93	True
5	0.4568	0	-4983.04	-14.7090	-6.640200	1	4.3992	-15.2480	-16.458	6.59600	-2725.50	-2.62960	6.419900	-12340.86	22063.44	-0.4	103927.24	6.24800	1387.720	-4226.80	-43.56	False
6	0.2620	0	-2091.44	-13.4490	-4.800600	1	6.8580	-10.0970	-8.408	7.08900	-2883.31	-5.68800	5.771680	-9447.96	23027.52	-0.4	103842.30	2.22868	1525.276	-4274.68	-34.53	False
7	0.8144	0	-8513.44	-10.7589	-10.098000	0	5.5288	-15.2360	-12.318	3.15760	-1589.30	-1.65618	6.536600	-12202.86	24397.44	-1.4	103911.16	2.42580	1308.320	-5450.68	-43.50	True
8	1.1120	0	-4622.90	-17.6280	-8.295000	1	10.1540	-11.0030	-7.984	3.39890	-2764.36	-1.72354	5.805580	-10919.46	22727.94	-1.4	103972.14	3.71900	1716.520	-3306.68	NaN	True
9	2.2570	1	-5003.44	-18.4350	-4.799700	1	4.0732	-14.5573	-14.626	3.14900	-2778.49	-2.11940	6.878000	-11922.66	16157.64	-0.4	103799.38	7.27800	979.120	-93.48	NaN	True

	F1	F2	F3	F4	F5	F6	F7	F8	F9	F10	F11	F12	F13	F14	F15	F16	F17	F18	F19	F20	F21	Class
990	1.5010	0	-4364.640	-12.9276	-6.4251	1	4.21140	-7.0080	-7.9740	3.8131	-2852.08	-3.4742	6.038300	-11398.41	28691.64	-1.4	103804.84	3.8552	1489.930	-3842.28	-50.22	False
991	0.1883	1	-5385.240	-12.1659	-4.3761	0	7.22400	-13.4382	-35.6200	3.1946	-2954.40	-4.2080	6.941000	-13385.76	23708.64	-1.4	103904.96	3.2500	1538.487	-5984.88	NaN	False
992	0.5870	1	-4747.945	-12.7953	-7.4250	0	5.00100	-22.5040	-1.7518	5.3190	-2852.84	-3.5880	5.892700	-10754.16	22612.14	-1.4	103845.08	4.5180	1577.960	-4409.88	-43.41	False
993	1.1530	1	-6367.640	-10.7850	-4.6500	1	4.12800	-14.4025	-20.4000	3.8204	-3831.40	-3.1774	6.812000	-11700.93	30398.64	-0.4	103852.67	2.3242	1564.930	-4919.48	-39.72	False
994	0.9311	0	-4995.240	-12.1764	-4.7589	1	4.90420	-28.8500	-55.2400	5.8610	-2217.40	-3.0570	5.813190	-10969.86	24164.64	-0.4	103835.64	4.8380	1676.020	-4461.94	NaN	True
995	0.6828	1	-5766.040	-11.8536	-4.8666	1	7.93800	-11.1720	-8.0140	3.2704	-2911.39	-2.9676	7.489000	-11922.06	23569.44	-1.4	103930.52	2.8358	1551.190	-5559.68	NaN	False
996	1.2240	1	-4424.640	-16.6770	-8.3130	1	4.91960	-15.1500	-12.6760	3.8161	-2891.28	-4.8220	7.069000	-11328.69	24196.14	-0.4	103922.40	4.0364	1519.940	-4089.48	NaN	False
997	0.9912	1	-5566.640	-10.9698	-8.3640	0	3.99842	-15.4260	-17.4420	3.7323	-1933.80	-10.6160	5.875600	-12229.26	18449.64	-1.4	103872.12	3.8368	1509.360	-3772.28	NaN	True
998	0.6697	1	-4630.960	-11.4516	-4.9707	0	8.61600	-19.5220	-1.6980	3.2263	-2856.36	-3.5940	5.761497	-10846.56	23102.40	-1.4	103837.70	4.4460	1549.200	-3947.68	-40.11	False
999	0.8394	1	-5488.440	-11.9115	-5.1072	0	7.04600	-12.8750	-13.2920	3.3053	-2544.10	-2.5786	6.069900	-11860.29	23621.04	-0.4	103885.30	3.4320	1522.223	-4645.08	NaN	True

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample